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Real-time semantic segmentation is the task of achieving computationally efficient semantic segmentation (while maintaining a base level of accuracy).

( Image credit: TorchSeg )

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Datasets

Latest papers with code

84
27 Apr 2021

NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and Colonoscopy

22 Apr 2021DebeshJha/NanoNet

To utilize automated methods in clinical settings, it is crucial to design lightweight models with low latency such that they can be integrated with low-end endoscope hardware devices.

COLORECTAL POLYPS CHARACTERIZATION INSTRUMENT RECOGNITION MEDICAL IMAGE SEGMENTATION REAL-TIME SEMANTIC SEGMENTATION TRANSFER LEARNING

3
22 Apr 2021

Lite-HRNet: A Lightweight High-Resolution Network

13 Apr 2021HRNet/Lite-HRNet

We introduce a lightweight unit, conditional channel weighting, to replace costly pointwise (1x1) convolutions in shuffle blocks.

POSE ESTIMATION REAL-TIME SEMANTIC SEGMENTATION

296
13 Apr 2021

CFPNet: Channel-wise Feature Pyramid for Real-Time Semantic Segmentation

22 Mar 2021AngeLouCN/CFPNet

Based on the CFP module, we built CFPNet for real-time semantic segmentation which applied a series of dilated convolution channels to extract effective features.

AUTONOMOUS DRIVING REAL-TIME SEMANTIC SEGMENTATION

5
22 Mar 2021

Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes

15 Jan 2021ydhongHIT/DDRNet

Our method achieves new state-of-the-art trade-off between accuracy and speed on both Cityscapes and CamVid dataset.

AUTONOMOUS VEHICLES REAL-TIME SEMANTIC SEGMENTATION SCENE PARSING

92
15 Jan 2021

HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation

21 Dec 2020YuvalNirkin/hyperseg

We present a novel, real-time, semantic segmentation network in which the encoder both encodes and generates the parameters (weights) of the decoder.

REAL-TIME SEMANTIC SEGMENTATION

42
21 Dec 2020

Real-time Semantic Segmentation with Fast Attention

7 Jul 2020feinanshan/FANet

The proposed architecture relies on our fast spatial attention, which is a simple yet efficient modification of the popular self-attention mechanism and captures the same rich spatial context at a small fraction of the computational cost, by changing the order of operations.

REAL-TIME SEMANTIC SEGMENTATION

20
07 Jul 2020

BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation

5 Apr 2020CoinCheung/BiSeNet

We propose to treat these spatial details and categorical semantics separately to achieve high accuracy and high efficiency for realtime semantic segmentation.

REAL-TIME SEMANTIC SEGMENTATION

637
05 Apr 2020